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Fintech and Payments Analyst

Checkout funnels, settlement, reconciliation and payment risk.

Role cheat sheet

Approval, clearing and settlement

Approval accepts a request at a stage of processing. Clearing calculates obligations. Settlement moves funds under the applicable process.

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Approval and settlement rates

Use matched cohorts and clearly state denominators. The settled share of attempts multiplies approval by conditional settlement.

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Gross to net payout

Bridge gross settled amounts to the bank deposit through applicable fees, refunds, reversals and adjustments.

Idempotency

A repeat request carrying the same supported key can be processed once. Preserve references and investigate uncertain status before retrying.

Fraud trade-offs

Compare fraud loss with approval and false-decline rates. Segment changes by merchant, payment method or device to identify the cause.

UPI metrics

NPCI transaction count and value describe aggregate activity. Merchant-level checkout or settlement performance needs its own matched data.

Practise interview questions

How do you distinguish payment approval, settlement and reconciliation?

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